Pattern Recognition and Machine Learning


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This book by Christopher M Bishop is probably the best textbook available to date. Almost every course (online/offline) will refer this book. The contents ( its extensive as well as intensive) might overwhelm you. While this is not a book to read cover to cover, you should have this available when you want to get a deeper understanding of mathematics behind the algorithms you are working with. 

Christopher M. Bishop
Machine Learning